Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 58693 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 10.7 MiB |
| Average record size in memory | 192.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 12 |
Age is highly overall correlated with Education | High correlation |
Brand is highly overall correlated with Incidence and 1 other fields | High correlation |
Day is highly overall correlated with Price_3 and 1 other fields | High correlation |
Education is highly overall correlated with Age | High correlation |
Incidence is highly overall correlated with Brand and 1 other fields | High correlation |
Income is highly overall correlated with Occupation | High correlation |
Last_Inc_Brand is highly overall correlated with Last_Inc_Quantity | High correlation |
Last_Inc_Quantity is highly overall correlated with Last_Inc_Brand | High correlation |
Occupation is highly overall correlated with Income | High correlation |
Price_1 is highly overall correlated with Promotion_1 | High correlation |
Price_2 is highly overall correlated with Promotion_2 | High correlation |
Price_3 is highly overall correlated with Day and 1 other fields | High correlation |
Price_4 is highly overall correlated with Day and 2 other fields | High correlation |
Promotion_1 is highly overall correlated with Price_1 | High correlation |
Promotion_2 is highly overall correlated with Price_2 | High correlation |
Promotion_4 is highly overall correlated with Price_4 | High correlation |
Quantity is highly overall correlated with Brand and 1 other fields | High correlation |
Promotion_3 is highly imbalanced (74.5%) | Imbalance |
Promotion_5 is highly imbalanced (77.7%) | Imbalance |
Brand has 44055 (75.1%) zeros | Zeros |
Quantity has 44055 (75.1%) zeros | Zeros |
Last_Inc_Brand has 44133 (75.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-27 14:05:25.512627 |
|---|---|
| Analysis finished | 2024-01-27 14:05:41.041921 |
| Duration | 15.53 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
ID
Real number (ℝ)
| Distinct | 500 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0000025 × 108 |
| Minimum | 2 × 108 |
|---|---|
| Maximum | 2.000005 × 108 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 2 × 108 |
|---|---|
| 5-th percentile | 2.0000003 × 108 |
| Q1 | 2.0000013 × 108 |
| median | 2.0000025 × 108 |
| Q3 | 2.0000038 × 108 |
| 95-th percentile | 2.0000048 × 108 |
| Maximum | 2.000005 × 108 |
| Range | 499 |
| Interquartile range (IQR) | 250 |
Descriptive statistics
| Standard deviation | 144.31668 |
|---|---|
| Coefficient of variation (CV) | 7.2158247 × 10-7 |
| Kurtosis | -1.2061825 |
| Mean | 2.0000025 × 108 |
| Median Absolute Deviation (MAD) | 125 |
| Skewness | -0.0094562892 |
| Sum | 1.1738615 × 1013 |
| Variance | 20827.303 |
| Monotonicity | Increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 200000187 | 358 | 0.6% |
| 200000041 | 353 | 0.6% |
| 200000247 | 347 | 0.6% |
| 200000097 | 182 | 0.3% |
| 200000297 | 179 | 0.3% |
| 200000393 | 179 | 0.3% |
| 200000399 | 178 | 0.3% |
| 200000345 | 178 | 0.3% |
| 200000064 | 175 | 0.3% |
| 200000351 | 173 | 0.3% |
| Other values (490) | 56391 |
| Value | Count | Frequency (%) |
| 200000001 | 101 | |
| 200000002 | 87 | |
| 200000003 | 97 | |
| 200000004 | 85 | |
| 200000005 | 111 | |
| 200000006 | 86 | |
| 200000007 | 83 | |
| 200000008 | 97 | |
| 200000009 | 102 | |
| 200000010 | 98 |
| Value | Count | Frequency (%) |
| 200000500 | 124 | |
| 200000499 | 106 | |
| 200000498 | 131 | |
| 200000497 | 120 | |
| 200000496 | 120 | |
| 200000495 | 113 | |
| 200000494 | 138 | |
| 200000493 | 138 | |
| 200000492 | 111 | |
| 200000491 | 119 |
Day
Real number (ℝ)
HIGH CORRELATION
| Distinct | 730 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 349.43107 |
| Minimum | 1 |
|---|---|
| Maximum | 730 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 32 |
| Q1 | 161 |
| median | 343 |
| Q3 | 530 |
| 95-th percentile | 689 |
| Maximum | 730 |
| Range | 729 |
| Interquartile range (IQR) | 369 |
Descriptive statistics
| Standard deviation | 212.04506 |
|---|---|
| Coefficient of variation (CV) | 0.60682943 |
| Kurtosis | -1.2165554 |
| Mean | 349.43107 |
| Median Absolute Deviation (MAD) | 184 |
| Skewness | 0.092709478 |
| Sum | 20509158 |
| Variance | 44963.107 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 395 | 179 | 0.3% |
| 51 | 173 | 0.3% |
| 18 | 168 | 0.3% |
| 25 | 165 | 0.3% |
| 11 | 161 | 0.3% |
| 58 | 161 | 0.3% |
| 449 | 160 | 0.3% |
| 70 | 159 | 0.3% |
| 117 | 158 | 0.3% |
| 44 | 157 | 0.3% |
| Other values (720) | 57052 |
| Value | Count | Frequency (%) |
| 1 | 113 | |
| 2 | 29 | < 0.1% |
| 3 | 81 | |
| 4 | 136 | |
| 5 | 70 | |
| 6 | 95 | |
| 7 | 44 | 0.1% |
| 8 | 73 | |
| 9 | 80 | |
| 10 | 111 |
| Value | Count | Frequency (%) |
| 730 | 57 | |
| 729 | 50 | |
| 728 | 32 | 0.1% |
| 727 | 102 | |
| 726 | 99 | |
| 725 | 119 | |
| 724 | 88 | |
| 723 | 100 | |
| 722 | 82 | |
| 721 | 60 |
Incidence
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 14638 | 24.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 14638 | 24.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 14638 | 24.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 14638 | 24.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 14638 | 24.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 14638 | 24.9% |
Brand
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.84430852 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 44055 |
| Zeros (%) | 75.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.6330834 |
|---|---|
| Coefficient of variation (CV) | 1.9342258 |
| Kurtosis | 1.368604 |
| Mean | 0.84430852 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7141618 |
| Sum | 49555 |
| Variance | 2.6669613 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 5 | 4978 | 8.5% |
| 2 | 4542 | 7.7% |
| 4 | 2927 | 5.0% |
| 1 | 1350 | 2.3% |
| 3 | 841 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 1350 | 2.3% |
| 2 | 4542 | 7.7% |
| 3 | 841 | 1.4% |
| 4 | 2927 | 5.0% |
| 5 | 4978 | 8.5% |
| Value | Count | Frequency (%) |
| 5 | 4978 | 8.5% |
| 4 | 2927 | 5.0% |
| 3 | 841 | 1.4% |
| 2 | 4542 | 7.7% |
| 1 | 1350 | 2.3% |
| 0 | 44055 |
Quantity
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 16 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.69197349 |
| Minimum | 0 |
|---|---|
| Maximum | 15 |
| Zeros | 44055 |
| Zeros (%) | 75.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.498734 |
|---|---|
| Coefficient of variation (CV) | 2.1658836 |
| Kurtosis | 11.49525 |
| Mean | 0.69197349 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.9444606 |
| Sum | 40614 |
| Variance | 2.2462037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=16)
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 3 | 4241 | 7.2% |
| 2 | 3800 | 6.5% |
| 1 | 3542 | 6.0% |
| 4 | 1165 | 2.0% |
| 5 | 921 | 1.6% |
| 6 | 355 | 0.6% |
| 7 | 200 | 0.3% |
| 8 | 133 | 0.2% |
| 9 | 106 | 0.2% |
| Other values (6) | 175 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 44055 | |
| 1 | 3542 | 6.0% |
| 2 | 3800 | 6.5% |
| 3 | 4241 | 7.2% |
| 4 | 1165 | 2.0% |
| 5 | 921 | 1.6% |
| 6 | 355 | 0.6% |
| 7 | 200 | 0.3% |
| 8 | 133 | 0.2% |
| 9 | 106 | 0.2% |
| Value | Count | Frequency (%) |
| 15 | 2 | < 0.1% |
| 14 | 5 | < 0.1% |
| 13 | 20 | < 0.1% |
| 12 | 29 | < 0.1% |
| 11 | 38 | 0.1% |
| 10 | 81 | 0.1% |
| 9 | 106 | 0.2% |
| 8 | 133 | 0.2% |
| 7 | 200 | |
| 6 | 355 |
Last_Inc_Brand
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 6 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.84079873 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 44133 |
| Zeros (%) | 75.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 5 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.631628 |
|---|---|
| Coefficient of variation (CV) | 1.940569 |
| Kurtosis | 1.3911061 |
| Mean | 0.84079873 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.7211468 |
| Sum | 49349 |
| Variance | 2.6622099 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 5 | 4972 | 8.5% |
| 2 | 4491 | 7.7% |
| 4 | 2914 | 5.0% |
| 1 | 1349 | 2.3% |
| 3 | 834 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 1349 | 2.3% |
| 2 | 4491 | 7.7% |
| 3 | 834 | 1.4% |
| 4 | 2914 | 5.0% |
| 5 | 4972 | 8.5% |
| Value | Count | Frequency (%) |
| 5 | 4972 | 8.5% |
| 4 | 2914 | 5.0% |
| 3 | 834 | 1.4% |
| 2 | 4491 | 7.7% |
| 1 | 1349 | 2.3% |
| 0 | 44133 |
Last_Inc_Quantity
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 14560 | 24.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 14560 | 24.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 14560 | 24.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 14560 | 24.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 14560 | 24.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 44133 | |
| 1 | 14560 | 24.8% |
Price_1
Real number (ℝ)
HIGH CORRELATION
| Distinct | 37 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.3920744 |
| Minimum | 1.1 |
|---|---|
| Maximum | 1.59 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 1.1 |
|---|---|
| 5-th percentile | 1.21 |
| Q1 | 1.34 |
| median | 1.39 |
| Q3 | 1.47 |
| 95-th percentile | 1.5 |
| Maximum | 1.59 |
| Range | 0.49 |
| Interquartile range (IQR) | 0.13 |
Descriptive statistics
| Standard deviation | 0.091138736 |
|---|---|
| Coefficient of variation (CV) | 0.065469733 |
| Kurtosis | -0.17857602 |
| Mean | 1.3920744 |
| Median Absolute Deviation (MAD) | 0.07 |
| Skewness | -0.55560973 |
| Sum | 81705.02 |
| Variance | 0.0083062691 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=37)
| Value | Count | Frequency (%) |
| 1.47 | 7131 | 12.1% |
| 1.39 | 6091 | 10.4% |
| 1.35 | 6027 | 10.3% |
| 1.5 | 4091 | 7.0% |
| 1.33 | 3393 | 5.8% |
| 1.34 | 3186 | 5.4% |
| 1.48 | 3015 | 5.1% |
| 1.49 | 2664 | 4.5% |
| 1.46 | 2471 | 4.2% |
| 1.37 | 2421 | 4.1% |
| Other values (27) | 18203 |
| Value | Count | Frequency (%) |
| 1.1 | 158 | 0.3% |
| 1.14 | 327 | 0.6% |
| 1.17 | 116 | 0.2% |
| 1.19 | 1102 | |
| 1.2 | 135 | 0.2% |
| 1.21 | 2231 | |
| 1.22 | 62 | 0.1% |
| 1.23 | 445 | 0.8% |
| 1.24 | 378 | 0.6% |
| 1.25 | 253 | 0.4% |
| Value | Count | Frequency (%) |
| 1.59 | 568 | 1.0% |
| 1.52 | 678 | 1.2% |
| 1.51 | 1354 | 2.3% |
| 1.5 | 4091 | |
| 1.49 | 2664 | 4.5% |
| 1.48 | 3015 | |
| 1.47 | 7131 | |
| 1.46 | 2471 | 4.2% |
| 1.44 | 135 | 0.2% |
| 1.43 | 502 | 0.9% |
Price_2
Real number (ℝ)
HIGH CORRELATION
| Distinct | 30 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7809989 |
| Minimum | 1.26 |
|---|---|
| Maximum | 1.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 1.26 |
|---|---|
| 5-th percentile | 1.48 |
| Q1 | 1.58 |
| median | 1.88 |
| Q3 | 1.89 |
| 95-th percentile | 1.9 |
| Maximum | 1.9 |
| Range | 0.64 |
| Interquartile range (IQR) | 0.31 |
Descriptive statistics
| Standard deviation | 0.17086769 |
|---|---|
| Coefficient of variation (CV) | 0.095939242 |
| Kurtosis | 0.6467319 |
| Mean | 1.7809989 |
| Median Absolute Deviation (MAD) | 0.02 |
| Skewness | -1.382152 |
| Sum | 104532.17 |
| Variance | 0.029195767 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 1.89 | 20033 | |
| 1.9 | 7660 | 13.1% |
| 1.57 | 4921 | 8.4% |
| 1.88 | 3361 | 5.7% |
| 1.87 | 2997 | 5.1% |
| 1.85 | 2680 | 4.6% |
| 1.51 | 1411 | 2.4% |
| 1.58 | 1298 | 2.2% |
| 1.56 | 1219 | 2.1% |
| 1.86 | 1113 | 1.9% |
| Other values (20) | 12000 |
| Value | Count | Frequency (%) |
| 1.26 | 875 | |
| 1.27 | 120 | 0.2% |
| 1.31 | 200 | 0.3% |
| 1.35 | 1089 | |
| 1.36 | 572 | |
| 1.46 | 69 | 0.1% |
| 1.48 | 147 | 0.3% |
| 1.49 | 513 | 0.9% |
| 1.5 | 650 | |
| 1.51 | 1411 |
| Value | Count | Frequency (%) |
| 1.9 | 7660 | 13.1% |
| 1.89 | 20033 | |
| 1.88 | 3361 | 5.7% |
| 1.87 | 2997 | 5.1% |
| 1.86 | 1113 | 1.9% |
| 1.85 | 2680 | 4.6% |
| 1.84 | 1096 | 1.9% |
| 1.83 | 1053 | 1.8% |
| 1.82 | 789 | 1.3% |
| 1.81 | 882 | 1.5% |
Price_3
Real number (ℝ)
HIGH CORRELATION
| Distinct | 21 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.0067887 |
| Minimum | 1.87 |
|---|---|
| Maximum | 2.14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 1.87 |
|---|---|
| 5-th percentile | 1.93 |
| Q1 | 1.97 |
| median | 2.01 |
| Q3 | 2.06 |
| 95-th percentile | 2.07 |
| Maximum | 2.14 |
| Range | 0.27 |
| Interquartile range (IQR) | 0.09 |
Descriptive statistics
| Standard deviation | 0.046867225 |
|---|---|
| Coefficient of variation (CV) | 0.02335434 |
| Kurtosis | -0.28632204 |
| Mean | 2.0067887 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | -0.050864287 |
| Sum | 117784.45 |
| Variance | 0.0021965368 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 1.99 | 11053 | |
| 2.02 | 9563 | |
| 2.06 | 8148 | |
| 2.07 | 4962 | |
| 1.97 | 4580 | |
| 2.01 | 4512 | |
| 1.95 | 3860 | 6.6% |
| 2 | 2305 | 3.9% |
| 1.94 | 1919 | 3.3% |
| 1.91 | 1664 | 2.8% |
| Other values (11) | 6127 |
| Value | Count | Frequency (%) |
| 1.87 | 133 | 0.2% |
| 1.89 | 501 | 0.9% |
| 1.91 | 1664 | 2.8% |
| 1.93 | 1007 | 1.7% |
| 1.94 | 1919 | 3.3% |
| 1.95 | 3860 | 6.6% |
| 1.96 | 1167 | 2.0% |
| 1.97 | 4580 | |
| 1.98 | 691 | 1.2% |
| 1.99 | 11053 |
| Value | Count | Frequency (%) |
| 2.14 | 271 | 0.5% |
| 2.13 | 52 | 0.1% |
| 2.11 | 458 | 0.8% |
| 2.09 | 1206 | 2.1% |
| 2.07 | 4962 | |
| 2.06 | 8148 | |
| 2.05 | 581 | 1.0% |
| 2.04 | 60 | 0.1% |
| 2.02 | 9563 | |
| 2.01 | 4512 |
Price_4
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.1599453 |
| Minimum | 1.76 |
|---|---|
| Maximum | 2.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 1.76 |
|---|---|
| 5-th percentile | 1.97 |
| Q1 | 2.12 |
| median | 2.17 |
| Q3 | 2.24 |
| 95-th percentile | 2.26 |
| Maximum | 2.26 |
| Range | 0.5 |
| Interquartile range (IQR) | 0.12 |
Descriptive statistics
| Standard deviation | 0.089824595 |
|---|---|
| Coefficient of variation (CV) | 0.041586513 |
| Kurtosis | 1.4148329 |
| Mean | 2.1599453 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | -1.3313374 |
| Sum | 126773.67 |
| Variance | 0.0080684578 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 2.21 | 10899 | |
| 2.24 | 10872 | |
| 2.16 | 10830 | |
| 2.09 | 4891 | |
| 2.26 | 4655 | |
| 2.12 | 4481 | |
| 1.97 | 2198 | 3.7% |
| 2.18 | 1869 | 3.2% |
| 1.9 | 987 | 1.7% |
| 2.15 | 736 | 1.3% |
| Other values (16) | 6275 |
| Value | Count | Frequency (%) |
| 1.76 | 77 | 0.1% |
| 1.89 | 563 | 1.0% |
| 1.9 | 987 | |
| 1.94 | 578 | 1.0% |
| 1.96 | 602 | 1.0% |
| 1.97 | 2198 | |
| 1.98 | 654 | 1.1% |
| 1.99 | 67 | 0.1% |
| 2.02 | 483 | 0.8% |
| 2.03 | 489 | 0.8% |
| Value | Count | Frequency (%) |
| 2.26 | 4655 | |
| 2.24 | 10872 | |
| 2.21 | 10899 | |
| 2.2 | 481 | 0.8% |
| 2.19 | 507 | 0.9% |
| 2.18 | 1869 | 3.2% |
| 2.17 | 341 | 0.6% |
| 2.16 | 10830 | |
| 2.15 | 736 | 1.3% |
| 2.14 | 454 | 0.8% |
Price_5
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.6547977 |
| Minimum | 2.11 |
|---|---|
| Maximum | 2.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 2.11 |
|---|---|
| 5-th percentile | 2.44 |
| Q1 | 2.63 |
| median | 2.67 |
| Q3 | 2.7 |
| 95-th percentile | 2.79 |
| Maximum | 2.8 |
| Range | 0.69 |
| Interquartile range (IQR) | 0.07 |
Descriptive statistics
| Standard deviation | 0.098271829 |
|---|---|
| Coefficient of variation (CV) | 0.037016692 |
| Kurtosis | 3.9071279 |
| Mean | 2.6547977 |
| Median Absolute Deviation (MAD) | 0.03 |
| Skewness | -1.5290992 |
| Sum | 155818.04 |
| Variance | 0.0096573523 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=44)
| Value | Count | Frequency (%) |
| 2.67 | 11794 | |
| 2.7 | 5582 | 9.5% |
| 2.66 | 5207 | 8.9% |
| 2.79 | 4347 | 7.4% |
| 2.64 | 3615 | 6.2% |
| 2.69 | 2491 | 4.2% |
| 2.62 | 2334 | 4.0% |
| 2.63 | 2217 | 3.8% |
| 2.77 | 1698 | 2.9% |
| 2.49 | 1677 | 2.9% |
| Other values (34) | 17731 |
| Value | Count | Frequency (%) |
| 2.11 | 114 | 0.2% |
| 2.19 | 80 | 0.1% |
| 2.27 | 174 | 0.3% |
| 2.29 | 56 | 0.1% |
| 2.34 | 461 | |
| 2.36 | 271 | |
| 2.37 | 154 | 0.3% |
| 2.38 | 96 | 0.2% |
| 2.39 | 301 | |
| 2.4 | 480 |
| Value | Count | Frequency (%) |
| 2.8 | 1157 | 2.0% |
| 2.79 | 4347 | |
| 2.78 | 868 | 1.5% |
| 2.77 | 1698 | 2.9% |
| 2.76 | 738 | 1.3% |
| 2.75 | 380 | 0.6% |
| 2.74 | 57 | 0.1% |
| 2.73 | 741 | 1.3% |
| 2.72 | 514 | 0.9% |
| 2.71 | 1176 | 2.0% |
Promotion_1
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 38512 | |
| 1 | 20181 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 38512 | |
| 1 | 20181 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38512 | |
| 1 | 20181 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 38512 | |
| 1 | 20181 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 38512 | |
| 1 | 20181 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 38512 | |
| 1 | 20181 |
Promotion_2
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 40169 | |
| 1 | 18524 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 40169 | |
| 1 | 18524 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 40169 | |
| 1 | 18524 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 40169 | |
| 1 | 18524 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 40169 | |
| 1 | 18524 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 40169 | |
| 1 | 18524 |
Promotion_3
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 | 2512 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 56181 | |
| 1 | 2512 | 4.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 56181 | |
| 1 | 2512 | 4.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 56181 | |
| 1 | 2512 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 56181 | |
| 1 | 2512 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 56181 | |
| 1 | 2512 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 56181 | |
| 1 | 2512 | 4.3% |
Promotion_4
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 51776 | |
| 1 | 6917 | 11.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 51776 | |
| 1 | 6917 | 11.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 51776 | |
| 1 | 6917 | 11.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 51776 | |
| 1 | 6917 | 11.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 51776 | |
| 1 | 6917 | 11.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 51776 | |
| 1 | 6917 | 11.8% |
Promotion_5
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 | 2105 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 56588 | |
| 1 | 2105 | 3.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 56588 | |
| 1 | 2105 | 3.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 56588 | |
| 1 | 2105 | 3.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 56588 | |
| 1 | 2105 | 3.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 56588 | |
| 1 | 2105 | 3.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 56588 | |
| 1 | 2105 | 3.6% |
Sex
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 36044 | |
| 1 | 22649 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 36044 | |
| 1 | 22649 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 36044 | |
| 1 | 22649 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 36044 | |
| 1 | 22649 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 36044 | |
| 1 | 22649 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 36044 | |
| 1 | 22649 |
Marital status
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 35620 | |
| 1 | 23073 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 35620 | |
| 1 | 23073 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 35620 | |
| 1 | 23073 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 35620 | |
| 1 | 23073 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 35620 | |
| 1 | 23073 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 35620 | |
| 1 | 23073 |
Age
Real number (ℝ)
HIGH CORRELATION
| Distinct | 56 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.793962 |
| Minimum | 18 |
|---|---|
| Maximum | 75 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 30 |
| median | 36 |
| Q3 | 46 |
| 95-th percentile | 63 |
| Maximum | 75 |
| Range | 57 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 12.052447 |
|---|---|
| Coefficient of variation (CV) | 0.31067844 |
| Kurtosis | -0.2225012 |
| Mean | 38.793962 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.72314178 |
| Sum | 2276934 |
| Variance | 145.26149 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 35 | 2859 | 4.9% |
| 27 | 2859 | 4.9% |
| 31 | 2759 | 4.7% |
| 32 | 2487 | 4.2% |
| 25 | 2436 | 4.2% |
| 26 | 2403 | 4.1% |
| 40 | 2265 | 3.9% |
| 37 | 2155 | 3.7% |
| 36 | 2011 | 3.4% |
| 33 | 1931 | 3.3% |
| Other values (46) | 34528 |
| Value | Count | Frequency (%) |
| 18 | 235 | 0.4% |
| 19 | 106 | 0.2% |
| 20 | 196 | 0.3% |
| 21 | 467 | 0.8% |
| 22 | 319 | 0.5% |
| 23 | 1251 | |
| 24 | 1852 | |
| 25 | 2436 | |
| 26 | 2403 | |
| 27 | 2859 |
| Value | Count | Frequency (%) |
| 75 | 72 | 0.1% |
| 74 | 94 | 0.2% |
| 73 | 121 | 0.2% |
| 71 | 101 | 0.2% |
| 70 | 92 | 0.2% |
| 68 | 269 | 0.5% |
| 67 | 457 | |
| 66 | 357 | |
| 65 | 714 | |
| 64 | 546 |
Education
Categorical
HIGH CORRELATION
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 | |
| 3 | 1354 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 37161 | |
| 2 | 11716 | 20.0% |
| 0 | 8462 | 14.4% |
| 3 | 1354 | 2.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 37161 | |
| 2 | 11716 | 20.0% |
| 0 | 8462 | 14.4% |
| 3 | 1354 | 2.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 37161 | |
| 2 | 11716 | 20.0% |
| 0 | 8462 | 14.4% |
| 3 | 1354 | 2.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 37161 | |
| 2 | 11716 | 20.0% |
| 0 | 8462 | 14.4% |
| 3 | 1354 | 2.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 37161 | |
| 2 | 11716 | 20.0% |
| 0 | 8462 | 14.4% |
| 3 | 1354 | 2.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 37161 | |
| 2 | 11716 | 20.0% |
| 0 | 8462 | 14.4% |
| 3 | 1354 | 2.3% |
Income
Real number (ℝ)
HIGH CORRELATION
| Distinct | 499 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 121841.64 |
| Minimum | 38247 |
|---|---|
| Maximum | 309364 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 458.7 KiB |
Quantile statistics
| Minimum | 38247 |
|---|---|
| 5-th percentile | 68834 |
| Q1 | 95541 |
| median | 117971 |
| Q3 | 138525 |
| 95-th percentile | 194882 |
| Maximum | 309364 |
| Range | 271117 |
| Interquartile range (IQR) | 42984 |
Descriptive statistics
| Standard deviation | 40643.741 |
|---|---|
| Coefficient of variation (CV) | 0.3335784 |
| Kurtosis | 3.8683217 |
| Mean | 121841.64 |
| Median Absolute Deviation (MAD) | 21506 |
| Skewness | 1.4248713 |
| Sum | 7.1512516 × 109 |
| Variance | 1.6519137 × 109 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 124597 | 358 | 0.6% |
| 106205 | 353 | 0.6% |
| 158193 | 347 | 0.6% |
| 69487 | 228 | 0.4% |
| 135275 | 182 | 0.3% |
| 113012 | 179 | 0.3% |
| 123003 | 179 | 0.3% |
| 95438 | 178 | 0.3% |
| 147626 | 178 | 0.3% |
| 81200 | 175 | 0.3% |
| Other values (489) | 56336 |
| Value | Count | Frequency (%) |
| 38247 | 114 | |
| 43684 | 129 | |
| 43805 | 98 | |
| 53608 | 93 | |
| 57480 | 118 | |
| 58207 | 101 | |
| 60868 | 96 | |
| 61824 | 108 | |
| 62263 | 94 | |
| 62335 | 92 |
| Value | Count | Frequency (%) |
| 309364 | 105 | |
| 308529 | 109 | |
| 308491 | 125 | |
| 281923 | 135 | |
| 281084 | 123 | |
| 279593 | 145 | |
| 273063 | 77 | |
| 268340 | 103 | |
| 267872 | 122 | |
| 260847 | 102 |
Occupation
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 1 | |
|---|---|
| 0 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 29882 | |
| 0 | 21032 | |
| 2 | 7779 | 13.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 29882 | |
| 0 | 21032 | |
| 2 | 7779 | 13.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 29882 | |
| 0 | 21032 | |
| 2 | 7779 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 29882 | |
| 0 | 21032 | |
| 2 | 7779 | 13.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 29882 | |
| 0 | 21032 | |
| 2 | 7779 | 13.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 29882 | |
| 0 | 21032 | |
| 2 | 7779 | 13.3% |
Settlement size
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 458.7 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 58693 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 32081 | |
| 1 | 14727 | |
| 2 | 11885 | 20.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 32081 | |
| 1 | 14727 | |
| 2 | 11885 | 20.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 32081 | |
| 1 | 14727 | |
| 2 | 11885 | 20.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 58693 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 32081 | |
| 1 | 14727 | |
| 2 | 11885 | 20.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 58693 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 32081 | |
| 1 | 14727 | |
| 2 | 11885 | 20.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 58693 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 32081 | |
| 1 | 14727 | |
| 2 | 11885 | 20.2% |
| Age | Brand | Day | Education | ID | Incidence | Income | Last_Inc_Brand | Last_Inc_Quantity | Marital status | Occupation | Price_1 | Price_2 | Price_3 | Price_4 | Price_5 | Promotion_1 | Promotion_2 | Promotion_3 | Promotion_4 | Promotion_5 | Quantity | Settlement size | Sex | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.093 | -0.000 | 0.526 | 0.051 | 0.109 | 0.400 | 0.093 | 0.109 | 0.246 | 0.203 | 0.003 | 0.000 | -0.003 | 0.001 | 0.004 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.070 | 0.237 | 0.207 |
| Brand | 0.093 | 1.000 | 0.023 | 0.184 | 0.040 | 1.000 | 0.105 | 0.253 | 0.246 | 0.162 | 0.157 | -0.043 | -0.037 | -0.003 | 0.006 | -0.012 | 0.036 | 0.071 | 0.038 | 0.028 | 0.065 | 0.968 | 0.215 | 0.174 |
| Day | -0.000 | 0.023 | 1.000 | 0.000 | 0.004 | 0.069 | -0.001 | 0.034 | 0.076 | 0.000 | 0.000 | -0.101 | -0.326 | 0.795 | 0.796 | 0.455 | 0.245 | 0.189 | 0.334 | 0.297 | 0.202 | 0.033 | 0.000 | 0.000 |
| Education | 0.526 | 0.184 | 0.000 | 1.000 | 0.109 | 0.066 | 0.369 | 0.059 | 0.066 | 0.409 | 0.166 | 0.003 | 0.004 | -0.003 | 0.001 | 0.002 | 0.000 | 0.002 | 0.000 | 0.000 | 0.000 | 0.055 | 0.207 | 0.220 |
| ID | 0.051 | 0.040 | 0.004 | 0.109 | 1.000 | 0.069 | 0.074 | 0.040 | 0.069 | 0.181 | 0.121 | 0.003 | 0.003 | 0.004 | 0.004 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.066 | 0.158 | 0.173 |
| Incidence | 0.109 | 1.000 | 0.069 | 0.066 | 0.069 | 1.000 | 0.082 | 0.229 | 0.212 | 0.008 | 0.084 | -0.049 | -0.046 | 0.003 | 0.012 | -0.006 | 0.034 | 0.042 | 0.000 | 0.018 | 0.029 | 0.987 | 0.112 | 0.034 |
| Income | 0.400 | 0.105 | -0.001 | 0.369 | 0.074 | 0.082 | 1.000 | 0.105 | 0.111 | 0.166 | 0.691 | 0.003 | 0.004 | -0.005 | 0.002 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.079 | 0.431 | 0.230 |
| Last_Inc_Brand | 0.093 | 0.253 | 0.034 | 0.059 | 0.040 | 0.229 | 0.105 | 1.000 | 1.000 | 0.162 | 0.157 | -0.040 | -0.005 | 0.011 | 0.035 | -0.014 | 0.063 | 0.007 | 0.018 | 0.014 | 0.014 | 0.219 | 0.214 | 0.173 |
| Last_Inc_Quantity | 0.109 | 0.246 | 0.076 | 0.066 | 0.069 | 0.212 | 0.111 | 1.000 | 1.000 | 0.008 | 0.085 | -0.042 | -0.007 | 0.015 | 0.041 | -0.009 | 0.040 | 0.000 | 0.011 | 0.008 | 0.000 | 0.205 | 0.112 | 0.034 |
| Marital status | 0.246 | 0.162 | 0.000 | 0.409 | 0.181 | 0.008 | 0.166 | 0.162 | 0.008 | 1.000 | 0.103 | 0.004 | 0.006 | 0.000 | 0.001 | -0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | -0.003 | 0.132 | 0.458 |
| Occupation | 0.203 | 0.157 | 0.000 | 0.166 | 0.121 | 0.084 | 0.691 | 0.157 | 0.085 | 0.103 | 1.000 | 0.003 | 0.007 | -0.006 | 0.001 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.062 | 0.427 | 0.087 |
| Price_1 | 0.003 | -0.043 | -0.101 | 0.003 | 0.003 | -0.049 | 0.003 | -0.040 | -0.042 | 0.004 | 0.003 | 1.000 | 0.145 | -0.011 | -0.144 | 0.082 | 0.547 | 0.302 | 0.192 | 0.398 | 0.218 | -0.052 | 0.000 | 0.000 |
| Price_2 | 0.000 | -0.037 | -0.326 | 0.004 | 0.003 | -0.046 | 0.004 | -0.005 | -0.007 | 0.006 | 0.007 | 0.145 | 1.000 | -0.213 | -0.228 | -0.181 | 0.237 | 0.507 | 0.177 | 0.118 | 0.099 | -0.051 | 0.006 | 0.010 |
| Price_3 | -0.003 | -0.003 | 0.795 | -0.003 | 0.004 | 0.003 | -0.005 | 0.011 | 0.015 | 0.000 | -0.006 | -0.011 | -0.213 | 1.000 | 0.661 | 0.271 | 0.376 | 0.188 | 0.205 | 0.220 | 0.145 | 0.004 | 0.000 | 0.000 |
| Price_4 | 0.001 | 0.006 | 0.796 | 0.001 | 0.004 | 0.012 | 0.002 | 0.035 | 0.041 | 0.001 | 0.001 | -0.144 | -0.228 | 0.661 | 1.000 | 0.304 | 0.214 | 0.195 | 0.315 | 0.610 | 0.294 | 0.014 | 0.000 | 0.000 |
| Price_5 | 0.004 | -0.012 | 0.455 | 0.002 | 0.005 | -0.006 | 0.003 | -0.014 | -0.009 | -0.000 | 0.000 | 0.082 | -0.181 | 0.271 | 0.304 | 1.000 | 0.206 | 0.220 | 0.241 | 0.218 | 0.390 | -0.004 | 0.000 | 0.000 |
| Promotion_1 | 0.008 | 0.036 | 0.245 | 0.000 | 0.000 | 0.034 | 0.000 | 0.063 | 0.040 | 0.005 | 0.000 | 0.547 | 0.237 | 0.376 | 0.214 | 0.206 | 1.000 | 0.137 | 0.155 | 0.073 | 0.077 | 0.036 | 0.000 | 0.000 |
| Promotion_2 | 0.000 | 0.071 | 0.189 | 0.002 | 0.000 | 0.042 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.302 | 0.507 | 0.188 | 0.195 | 0.220 | 0.137 | 1.000 | 0.060 | 0.033 | 0.101 | 0.045 | 0.000 | 0.000 |
| Promotion_3 | 0.000 | 0.038 | 0.334 | 0.000 | 0.000 | 0.000 | 0.000 | 0.018 | 0.011 | 0.000 | 0.004 | 0.192 | 0.177 | 0.205 | 0.315 | 0.241 | 0.155 | 0.060 | 1.000 | 0.077 | 0.005 | 0.005 | 0.008 | 0.000 |
| Promotion_4 | 0.000 | 0.028 | 0.297 | 0.000 | 0.000 | 0.018 | 0.000 | 0.014 | 0.008 | 0.000 | 0.000 | 0.398 | 0.118 | 0.220 | 0.610 | 0.218 | 0.073 | 0.033 | 0.077 | 1.000 | 0.132 | 0.019 | 0.000 | 0.000 |
| Promotion_5 | 0.000 | 0.065 | 0.202 | 0.000 | 0.000 | 0.029 | 0.000 | 0.014 | 0.000 | 0.000 | 0.000 | 0.218 | 0.099 | 0.145 | 0.294 | 0.390 | 0.077 | 0.101 | 0.005 | 0.132 | 1.000 | 0.027 | 0.000 | 0.006 |
| Quantity | 0.070 | 0.968 | 0.033 | 0.055 | 0.066 | 0.987 | 0.079 | 0.219 | 0.205 | -0.003 | 0.062 | -0.052 | -0.051 | 0.004 | 0.014 | -0.004 | 0.036 | 0.045 | 0.005 | 0.019 | 0.027 | 1.000 | 0.046 | 0.019 |
| Settlement size | 0.237 | 0.215 | 0.000 | 0.207 | 0.158 | 0.112 | 0.431 | 0.214 | 0.112 | 0.132 | 0.427 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.000 | 0.046 | 1.000 | 0.211 |
| Sex | 0.207 | 0.174 | 0.000 | 0.220 | 0.173 | 0.034 | 0.230 | 0.173 | 0.034 | 0.458 | 0.087 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.019 | 0.211 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| ID | Day | Incidence | Brand | Quantity | Last_Inc_Brand | Last_Inc_Quantity | Price_1 | Price_2 | Price_3 | Price_4 | Price_5 | Promotion_1 | Promotion_2 | Promotion_3 | Promotion_4 | Promotion_5 | Sex | Marital status | Age | Education | Income | Occupation | Settlement size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 200000001 | 1 | 0 | 0 | 0 | 0 | 0 | 1.59 | 1.87 | 2.01 | 2.09 | 2.66 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 1 | 200000001 | 11 | 0 | 0 | 0 | 0 | 0 | 1.51 | 1.89 | 1.99 | 2.09 | 2.66 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 2 | 200000001 | 12 | 0 | 0 | 0 | 0 | 0 | 1.51 | 1.89 | 1.99 | 2.09 | 2.66 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 3 | 200000001 | 16 | 0 | 0 | 0 | 0 | 0 | 1.52 | 1.89 | 1.98 | 2.09 | 2.66 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 4 | 200000001 | 18 | 0 | 0 | 0 | 0 | 0 | 1.52 | 1.89 | 1.99 | 2.09 | 2.66 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 5 | 200000001 | 23 | 0 | 0 | 0 | 0 | 0 | 1.50 | 1.90 | 1.99 | 2.09 | 2.66 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 6 | 200000001 | 28 | 1 | 2 | 2 | 0 | 0 | 1.50 | 1.90 | 1.99 | 2.09 | 2.67 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 7 | 200000001 | 37 | 0 | 0 | 0 | 2 | 1 | 1.50 | 1.90 | 1.99 | 2.09 | 2.67 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 8 | 200000001 | 41 | 0 | 0 | 0 | 0 | 0 | 1.35 | 1.58 | 1.97 | 2.09 | 2.67 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| 9 | 200000001 | 43 | 0 | 0 | 0 | 0 | 0 | 1.35 | 1.58 | 1.97 | 2.09 | 2.67 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 47 | 1 | 110866 | 1 | 0 |
| ID | Day | Incidence | Brand | Quantity | Last_Inc_Brand | Last_Inc_Quantity | Price_1 | Price_2 | Price_3 | Price_4 | Price_5 | Promotion_1 | Promotion_2 | Promotion_3 | Promotion_4 | Promotion_5 | Sex | Marital status | Age | Education | Income | Occupation | Settlement size | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 58683 | 200000500 | 681 | 0 | 0 | 0 | 0 | 0 | 1.42 | 1.85 | 2.06 | 2.24 | 2.77 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58684 | 200000500 | 689 | 0 | 0 | 0 | 0 | 0 | 1.50 | 1.87 | 2.06 | 2.24 | 2.78 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58685 | 200000500 | 693 | 0 | 0 | 0 | 0 | 0 | 1.42 | 1.51 | 2.02 | 2.24 | 2.77 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58686 | 200000500 | 694 | 0 | 0 | 0 | 0 | 0 | 1.42 | 1.51 | 2.02 | 2.24 | 2.77 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58687 | 200000500 | 697 | 1 | 2 | 6 | 0 | 0 | 1.42 | 1.51 | 1.97 | 2.24 | 2.78 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58688 | 200000500 | 703 | 0 | 0 | 0 | 2 | 1 | 1.41 | 1.85 | 2.01 | 2.24 | 2.79 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58689 | 200000500 | 710 | 0 | 0 | 0 | 0 | 0 | 1.36 | 1.84 | 2.09 | 2.24 | 2.77 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58690 | 200000500 | 717 | 0 | 0 | 0 | 0 | 0 | 1.50 | 1.80 | 2.14 | 2.24 | 2.75 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58691 | 200000500 | 722 | 1 | 2 | 3 | 0 | 0 | 1.51 | 1.82 | 2.09 | 2.24 | 2.80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |
| 58692 | 200000500 | 726 | 0 | 0 | 0 | 2 | 1 | 1.51 | 1.82 | 2.09 | 2.24 | 2.80 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 42 | 1 | 120946 | 1 | 0 |